RAVIC: Reliable Agents in Centralized Visual Collaborative SLAM
Research output: Contribution to book/Conference proceedings/Anthology/Report › Conference contribution › Contributed › peer-review
Contributors
Abstract
Visual Collaborative Simultaneous Localization and Mapping (SLAM) uses multiple mobile devices to capture images of their surroundings and map their environment collectively while simultaneously determining their position. In centralized approaches, a single server merges visual features from these devices to build a shared map. Offloading computationally intensive tasks benefits resource-limited mobile devices. However, due to unpredictable and heterogeneous communication links, maps at the server and on the devices can become asynchronous, potentially leading to real-time localization failures. To address these issues, we present Reliable Agents in Centralized Visual Collaborative SLAM (RAVIC), which employs an optimised server-to-agent communication strategy. This includes a novel keyframe selection method that exploits the server's global map to improve tracking under high agent mobility and network latency. In addition, adjustments to agent-to-server communication and agent tracking algorithm reduce the computational demands on mobile devices, leading to a reduction in average tracking processing time of up to 27.2 ms. Our evaluation using benchmark datasets and different network conditions shows a drastic reduction in track loss probability from 61.4% to only 1.0% utilising merged map data in collaborative scenarios, demonstrating that collaboration increases the reliability of individual agents.
Details
| Original language | English |
|---|---|
| Title of host publication | GLOBECOM 2024 - 2024 IEEE Global Communications Conference |
| Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
| Pages | 2262-2267 |
| Number of pages | 6 |
| ISBN (electronic) | 979-8-3503-5125-5 |
| Publication status | Published - 2024 |
| Peer-reviewed | Yes |
Publication series
| Series | IEEE Conference on Global Communications (GLOBECOM) |
|---|---|
| ISSN | 1930-529X |
Conference
| Title | 2024 IEEE Global Communications Conference |
|---|---|
| Subtitle | Connecting the Intelligent World through Africa |
| Abbreviated title | GLOBECOM 2024 |
| Duration | 8 - 12 December 2024 |
| Website | |
| Location | Cape Town International Conference Centre |
| City | Cape Town |
| Country | South Africa |
External IDs
| ORCID | /0000-0001-8469-9573/work/184003929 |
|---|---|
| ORCID | /0000-0001-7008-1537/work/184005065 |
Keywords
ASJC Scopus subject areas
Keywords
- collaboration, computation offloading, edge assisted, reliability, Visual SLAM